Webcam + ML sensor plugin for circum.
circum-cam uses a machine learning algorithm to identify and estimate the poses of people in an image. It takes a video stream from a webcam and periodically submits frames to the ML algorithm and reports the results to the circum network. Because it is able to identify detailed pose information, that is included for clients to utilize, if desired.
- Install the circum-cam endpoint plugin.
pip3 install circum-cam- Download the pretrained SMAP and RefineNet models. NOTE: these are distributed under the Apache 2.0 License please see https://github.com/LumineerLabs/circum-cam/raw/master/models/NOTICE, https://github.com/LumineerLabs/circum-cam/raw/master/models/LICENSE, and https://choosealicense.com/licenses/apache-2.0/ for more details.
If those links don't work, try https://github.com/zju3dv/SMAP#run-inference-on-custom-images
circum-cam would not have been possible without the following references:
- Jianan Zhen, Qi Fang, Jiaming Sun, Wentao Liu, Wei Jiang, Hujun Bao, Xiaowei Zhou. SMAP: Single-Shot Multi-Person Absolute 3D Pose Estimation
- https://github.com/zju3dv/SMAP